Genetic architecture of gene regulation in Indonesian populations identifies QTLs associated with global and local ancestries
Open accessAbstract
Lack of diversity in human genomics limits our understanding of the genetic underpinnings of complex traits, hinders precision medicine, and contributes to health disparities. To map genetic effects on gene regulation in the underrepresented Indonesian population, we have integrated genotype, gene expression, and CpG methylation data from 115 participants across three island populations that capture the major sources of genomic diversity in the region. In a comparison with European datasets, we identify eQTLs shared between Indonesia and Europe as well as population-specific eQTLs that exhibit differences in allele frequencies and/or overall expression levels between populations. By combining local ancestry and archaic introgression inference with eQTLs and methylQTLs, we identify regulatory loci driven by modern Papuan ancestry as well as introgressed Denisovan and Neanderthal variation. GWAS colocalization connects QTLs detected here to hematological traits, and further comparison with European datasets reflects the poor overall transferability of GWAS statistics across diverse populations. Our findings illustrate how population-specific genetic architecture, local ancestry, and archaic introgression drive variation in gene regulation across genetically distinct and in admixed populations and highlight the need for performing association studies on non-European populations.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous studies have shown that while polygenic risk scores and eQTLs have limited cross-population portability, biochemically active functional regulatory elements tend to be under evolutionary constraint within the human lineage.
“Previous studies have shown that, while polygenic risk scores [65] and eQTLs [66] have limited cross-population portability, biochemically active functional regulatory elements tend to be under evolutionary constraint within the human lineage [67, 68].”
From Denisovan introgression has shaped the immune system of present-day Papuans (2022) · cites this paper as [66]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 79 · Cited by 33
- Authors
- Natri, H. M., Hudjashov, G., Jacobs, G., Kusuma, P., Saag, L., Darusallam, C. C., Metspalu, M., Sudoyo, H., Cox, M. P., Gallego Romero, I., & Banovich, N. E.
- Affiliations
- Translational Genomics Research Institute (US)
- Massey University (NZ)
- Nanyang Technological University (SG)
- University of Tartu (EE)
- Eijkman Institute for Molecular Biology (ID)
- Corresponding author
- Banovich, Nicholas E.
- ORCID
- Venue
- The American Journal of Human Genetics
- Publisher
- Elsevier BV
- Published
- 2022-01
- Volume
- 109
- Issue
- 1
- Pages
- 50-65
- ISSN
- 0002-9297 (ISSN-L)
- PMC
- PMC8764200
- OpenAlex
- W4200423395
- Cited by
- 33
- References
- 79
- Citations by year
- 2026: 6 · 2025: 8 · 2024: 6 · 2023: 9 · 2022: 4
- FWCI
- 3.11
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- The American Journal of Human Genetics (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DR-NTU (Nanyang Technological University) (submittedVersion)
- Minerva Access (University of Melbourne) (submittedVersion, cc-by)
- Apollo (University of Cambridge) (submittedVersion, cc-by)
- Apollo (cc-by)
- Funders
- Royal Society of New Zealand Marsden Fund (17-MAU-040)
- Horizon 2020 European Innovation Council Fast Track to Innovation (810645)
- European Regional Development Fund (2014-2020.4.01.15-0012)
- Eesti Teadusagentuur (PUT ( PRG243)
- Lembaga Ilmu Pengetahuan Indonesia
- Horizon 2020
- Prevent Cancer Foundation
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Forensic and Genetic Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Mapping and Diversity in Plants and Animals
- Keywords
- gene expression regulation, expression quantitative trait loci, local ancestry, archaic introgression, Denisovan introgression, Neanderthal introgression, Indonesian population, hematological traits, underrepresented groups, allele frequency differences, gene expression, CpG methylation
- MeSH terms
- Whole Genome Sequencing, Gene Expression Regulation, Genetics, Population, Humans, Indonesia, Male, Models, Genetic, Selection, Genetic, Genome, Human, DNA Methylation, Computational Biology, Quantitative Trait, Heritable, Multifactorial Inheritance, Genomics, Databases, Genetic, Quantitative Trait Loci, Genome-Wide Association Study, Molecular Sequence Annotation, High-Throughput Nucleotide Sequencing
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review